{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = cv.imread(\"./image/wulin.jpeg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12b44fe10>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "template = cv.imread('./image/bai.jpeg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12e359410>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(template[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = cv.matchTemplate(img,template,cv.TM_CCORR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12eeeedd0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(res,cmap= plt.cm.gray)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "min_val,max_val,min_loc,max_loc = cv.minMaxLoc(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_left = max_loc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "h,w = template.shape[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "bottom_right=(top_left[0]+w,top_left[1]+h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 4,  9,  7],\n",
       "        [ 4,  9,  7],\n",
       "        [ 4,  9,  7],\n",
       "        ...,\n",
       "        [ 9, 18, 32],\n",
       "        [11, 20, 34],\n",
       "        [13, 22, 36]],\n",
       "\n",
       "       [[ 4,  9,  7],\n",
       "        [ 4,  9,  7],\n",
       "        [ 4,  9,  7],\n",
       "        ...,\n",
       "        [ 6, 15, 28],\n",
       "        [ 8, 17, 31],\n",
       "        [10, 19, 32]],\n",
       "\n",
       "       [[ 4,  9,  8],\n",
       "        [ 4,  9,  8],\n",
       "        [ 4,  9,  8],\n",
       "        ...,\n",
       "        [ 5, 14, 24],\n",
       "        [ 7, 15, 28],\n",
       "        [ 9, 18, 28]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[16, 33, 54],\n",
       "        [25, 42, 63],\n",
       "        [30, 47, 68],\n",
       "        ...,\n",
       "        [ 6,  9, 17],\n",
       "        [ 5,  8, 16],\n",
       "        [ 3,  6, 14]],\n",
       "\n",
       "       [[16, 33, 54],\n",
       "        [25, 42, 63],\n",
       "        [30, 47, 68],\n",
       "        ...,\n",
       "        [ 6,  9, 17],\n",
       "        [ 5,  8, 16],\n",
       "        [ 3,  6, 14]],\n",
       "\n",
       "       [[16, 33, 54],\n",
       "        [25, 42, 63],\n",
       "        [30, 47, 68],\n",
       "        ...,\n",
       "        [ 6,  9, 17],\n",
       "        [ 5,  8, 16],\n",
       "        [ 3,  6, 14]]], dtype=uint8)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv.rectangle(img,top_left,bottom_right,(0,255,0),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12eb30190>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
